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  <div class="headertitle"><div class="title">shark::AbstractUnsupervisedTrainer&lt; Model &gt; Class Template Reference<span class="mlabels"><span class="mlabel">abstract</span></span><div class="ingroups"><a class="el" href="group__unsupervised__trainer.html">Unsupervised Trainers</a></div></div></div>
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<p>Superclass of unsupervised learning algorithms.  
 <a href="classshark_1_1_abstract_unsupervised_trainer.html#details">More...</a></p>

<p><code>#include &lt;<a class="el" href="_abstract_trainer_8h_source.html">shark/Algorithms/Trainers/AbstractTrainer.h</a>&gt;</code></p>
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<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-types" name="pub-types"></a>
Public Types</h2></td></tr>
<tr class="memitem:a92fa6ed2ab64402cb414e3c19e9edeaf" id="r_a92fa6ed2ab64402cb414e3c19e9edeaf"><td class="memItemLeft" align="right" valign="top">typedef Model&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a92fa6ed2ab64402cb414e3c19e9edeaf">ModelType</a></td></tr>
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<tr class="memitem:a9c951f84222a7bc22185b6e7b11357dd" id="r_a9c951f84222a7bc22185b6e7b11357dd"><td class="memItemLeft" align="right" valign="top">typedef Model::InputType&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a9c951f84222a7bc22185b6e7b11357dd">InputType</a></td></tr>
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<tr class="memitem:a2fcc37e7133ddcadb66ffb9fa335ed1e" id="r_a2fcc37e7133ddcadb66ffb9fa335ed1e"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_unlabeled_data.html">UnlabeledData</a>&lt; <a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a9c951f84222a7bc22185b6e7b11357dd">InputType</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a2fcc37e7133ddcadb66ffb9fa335ed1e">DatasetType</a></td></tr>
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<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-methods" name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr class="memitem:a0d63179d733c998593e3966ffdf17e62" id="r_a0d63179d733c998593e3966ffdf17e62"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a0d63179d733c998593e3966ffdf17e62">train</a> (<a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a92fa6ed2ab64402cb414e3c19e9edeaf">ModelType</a> &amp;model, <a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a2fcc37e7133ddcadb66ffb9fa335ed1e">DatasetType</a> const &amp;inputset)=0</td></tr>
<tr class="memdesc:a0d63179d733c998593e3966ffdf17e62"><td class="mdescLeft">&#160;</td><td class="mdescRight">Core of the Trainer interface.  <br /></td></tr>
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<tr class="inherit_header pub_methods_classshark_1_1_i_nameable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_nameable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_nameable.html">shark::INameable</a></td></tr>
<tr class="memitem:a877dbdfc6b58ea836495143cea44a98c inherit pub_methods_classshark_1_1_i_nameable" id="r_a877dbdfc6b58ea836495143cea44a98c"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_nameable.html#a877dbdfc6b58ea836495143cea44a98c">~INameable</a> ()</td></tr>
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<tr class="memdesc:a9893f99314de30cd472e649c235d0db4 inherit pub_methods_classshark_1_1_i_nameable"><td class="mdescLeft">&#160;</td><td class="mdescRight">returns the name of the object  <br /></td></tr>
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<tr class="inherit_header pub_methods_classshark_1_1_i_serializable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_serializable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_serializable.html">shark::ISerializable</a></td></tr>
<tr class="memitem:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable" id="r_a7baa9ce108d7278822297ce15882782a"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a7baa9ce108d7278822297ce15882782a">~ISerializable</a> ()</td></tr>
<tr class="memdesc:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Virtual d'tor.  <br /></td></tr>
<tr class="separator:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad4ad9a7c274deff642f91e98417fbc63 inherit pub_methods_classshark_1_1_i_serializable" id="r_ad4ad9a7c274deff642f91e98417fbc63"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#ad4ad9a7c274deff642f91e98417fbc63">read</a> (<a class="el" href="namespaceshark.html#ada68729491840669e47c8ad42282424f">InArchive</a> &amp;archive)</td></tr>
<tr class="memdesc:ad4ad9a7c274deff642f91e98417fbc63 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Read the component from the supplied archive.  <br /></td></tr>
<tr class="separator:ad4ad9a7c274deff642f91e98417fbc63 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a9bddedd42933c922e323b73131f62f12 inherit pub_methods_classshark_1_1_i_serializable" id="r_a9bddedd42933c922e323b73131f62f12"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a9bddedd42933c922e323b73131f62f12">write</a> (<a class="el" href="namespaceshark.html#af4f8eb8e9618f5236b71bbcb12b8a524">OutArchive</a> &amp;archive) const</td></tr>
<tr class="memdesc:a9bddedd42933c922e323b73131f62f12 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the component to the supplied archive.  <br /></td></tr>
<tr class="separator:a9bddedd42933c922e323b73131f62f12 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable" id="r_abdda0c5b8e065b8afbac2cba8f58e841"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#abdda0c5b8e065b8afbac2cba8f58e841">load</a> (<a class="el" href="namespaceshark.html#ada68729491840669e47c8ad42282424f">InArchive</a> &amp;archive, unsigned int version)</td></tr>
<tr class="memdesc:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Versioned loading of components, calls read(...).  <br /></td></tr>
<tr class="separator:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable" id="r_a5bf66fa8db15cc529bec98976a2f5255"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a5bf66fa8db15cc529bec98976a2f5255">save</a> (<a class="el" href="namespaceshark.html#af4f8eb8e9618f5236b71bbcb12b8a524">OutArchive</a> &amp;archive, unsigned int version) const</td></tr>
<tr class="memdesc:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Versioned storing of components, calls write(...).  <br /></td></tr>
<tr class="separator:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4560a94e8f4908fe8627e41e7d965735 inherit pub_methods_classshark_1_1_i_serializable" id="r_a4560a94e8f4908fe8627e41e7d965735"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a4560a94e8f4908fe8627e41e7d965735">BOOST_SERIALIZATION_SPLIT_MEMBER</a> ()</td></tr>
<tr class="separator:a4560a94e8f4908fe8627e41e7d965735 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><div class="compoundTemplParams">template&lt;class Model&gt;<br />
class shark::AbstractUnsupervisedTrainer&lt; Model &gt;</div><p>Superclass of unsupervised learning algorithms. </p>
<dl class="section user"><dt></dt><dd><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html" title="Superclass of unsupervised learning algorithms.">AbstractUnsupervisedTrainer</a> is the superclass of all unsupervised learning algorithms. It consists of a single virtual function to train the model.</dd></dl>
<dl class="section user"><dt></dt><dd>Note: Most learning algorithms of this type operate on a special model type, such as a linear model, a kernel expansion, or a nearest neighbor model. Thus, these algorithms should provide a specialized train method that accepts only this model type. The virtual train method should be overriden with a method that checks the type of the model and calls the specialized train method. </dd></dl>

<p class="definition">Definition at line <a class="el" href="_abstract_trainer_8h_source.html#l00106">106</a> of file <a class="el" href="_abstract_trainer_8h_source.html">AbstractTrainer.h</a>.</p>
</div><h2 class="groupheader">Member Typedef Documentation</h2>
<a id="a2fcc37e7133ddcadb66ffb9fa335ed1e" name="a2fcc37e7133ddcadb66ffb9fa335ed1e"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a2fcc37e7133ddcadb66ffb9fa335ed1e">&#9670;&#160;</a></span>DatasetType</h2>

<div class="memitem">
<div class="memproto">
<div class="memtemplate">
template&lt;class Model &gt; </div>
      <table class="memname">
        <tr>
          <td class="memname">typedef <a class="el" href="classshark_1_1_unlabeled_data.html">UnlabeledData</a>&lt;<a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a9c951f84222a7bc22185b6e7b11357dd">InputType</a>&gt; <a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html">shark::AbstractUnsupervisedTrainer</a>&lt; Model &gt;::DatasetType</td>
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<p class="definition">Definition at line <a class="el" href="_abstract_trainer_8h_source.html#l00111">111</a> of file <a class="el" href="_abstract_trainer_8h_source.html">AbstractTrainer.h</a>.</p>

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<a id="a9c951f84222a7bc22185b6e7b11357dd" name="a9c951f84222a7bc22185b6e7b11357dd"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a9c951f84222a7bc22185b6e7b11357dd">&#9670;&#160;</a></span>InputType</h2>

<div class="memitem">
<div class="memproto">
<div class="memtemplate">
template&lt;class Model &gt; </div>
      <table class="memname">
        <tr>
          <td class="memname">typedef Model::InputType <a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html">shark::AbstractUnsupervisedTrainer</a>&lt; Model &gt;<a class="el" href="_multi_task_svm_8cpp.html#a0dea9a3a85d327080d9b617903508925">::InputType</a></td>
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<p class="definition">Definition at line <a class="el" href="_abstract_trainer_8h_source.html#l00110">110</a> of file <a class="el" href="_abstract_trainer_8h_source.html">AbstractTrainer.h</a>.</p>

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<a id="a92fa6ed2ab64402cb414e3c19e9edeaf" name="a92fa6ed2ab64402cb414e3c19e9edeaf"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a92fa6ed2ab64402cb414e3c19e9edeaf">&#9670;&#160;</a></span>ModelType</h2>

<div class="memitem">
<div class="memproto">
<div class="memtemplate">
template&lt;class Model &gt; </div>
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          <td class="memname">typedef Model <a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html">shark::AbstractUnsupervisedTrainer</a>&lt; Model &gt;::ModelType</td>
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<p class="definition">Definition at line <a class="el" href="_abstract_trainer_8h_source.html#l00109">109</a> of file <a class="el" href="_abstract_trainer_8h_source.html">AbstractTrainer.h</a>.</p>

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<h2 class="groupheader">Member Function Documentation</h2>
<a id="a0d63179d733c998593e3966ffdf17e62" name="a0d63179d733c998593e3966ffdf17e62"></a>
<h2 class="memtitle"><span class="permalink"><a href="#a0d63179d733c998593e3966ffdf17e62">&#9670;&#160;</a></span>train()</h2>

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<div class="memtemplate">
template&lt;class Model &gt; </div>
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          <td class="memname">virtual void <a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html">shark::AbstractUnsupervisedTrainer</a>&lt; Model &gt;::train </td>
          <td>(</td>
          <td class="paramtype"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a92fa6ed2ab64402cb414e3c19e9edeaf">ModelType</a> &amp;&#160;</td>
          <td class="paramname"><em>model</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype"><a class="el" href="classshark_1_1_abstract_unsupervised_trainer.html#a2fcc37e7133ddcadb66ffb9fa335ed1e">DatasetType</a> const &amp;&#160;</td>
          <td class="paramname"><em>inputset</em>&#160;</td>
        </tr>
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          <td></td>
          <td>)</td>
          <td></td><td></td>
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  </td>
  <td class="mlabels-right">
<span class="mlabels"><span class="mlabel">pure virtual</span></span>  </td>
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<p>Core of the Trainer interface. </p>

<p>Implemented in <a class="el" href="classshark_1_1_abstract_weighted_unsupervised_trainer.html#a01fe51ad5c2874562ca3f57b5884f7a3">shark::AbstractWeightedUnsupervisedTrainer&lt; Model &gt;</a>.</p>

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<hr/>The documentation for this class was generated from the following file:<ul>
<li>include/shark/Algorithms/Trainers/<a class="el" href="_abstract_trainer_8h_source.html">AbstractTrainer.h</a></li>
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